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Trill: A High-Performance Incremental Query Processor for Diverse Analytics

Summary: Trill's tempo-relational model unifies streaming and relational analytics with early results. Streaming batched-columnar data and dynamic compilation yield 2–4x higher streaming throughput, offline queries competitive with modern columnar DBMS, and integration as a high-level library across fabrics. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h8bbc7cfef190382e
Venue
VLDB
Year
2015
Pagerank
0.00014736145
Overall Rank
688 | 95.39%
DOI
10.14778/2735496.2735502
PDF
Download (CC BY-NC-ND 3.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{chandramouli_vldb15,
        title = {{Trill: A High-Performance Incremental Query Processor for Diverse Analytics}},
        author = {Chandramouli, Badrish and Goldstein, Jonathan and Barnett, Mike and DeLine, Robert and Fisher, Danyel and Platt, John C. and Terwilliger, James F. and Wernsing, John},
        journal = {PVLDB},
        series = {{VLDB} '15},
        volume = {8},
        number = {4},
        pages = {401--412},
        doi = {10.14778/2735496.2735502},
        url = {https://doi.org/10.14778/2735496.2735502},
        year = {2015}
}

Incoming Citations (Sorted by Pagerank)

Showing 50 of 60 citing papers.

Rank Citing Paper Year Venue Pagerank
328 The Dataflow Model: A Practical Approach to Balancing Correctness, Latency, and Cost in Massive-Scale, Unbounded, Out-of-Order Data Processing 2015 VLDB 0.00020889528
1,065 Approximate Query Processing: No Silver Bullet 2017 SIGMOD 0.00012181098
1,128 Structured Streaming: A Declarative API for Real-Time Applications in Apache Spark 2018 SIGMOD 0.00011887295
1,839 DBEst: Revisiting Approximate Query Processing Engines with Machine Learning Models 2019 SIGMOD 9.5187688e-05
1,844 MacroBase: Prioritizing Attention in Fast Data 2017 SIGMOD 9.5112726e-05
1,951 S-Store: Streaming Meets Transaction Processing 2015 VLDB 9.302451e-05
2,446 Mison: A Fast JSON Parser for Data Analytics 2017 VLDB 8.4392802e-05
2,871 SnappyData: A Unified Cluster for Streaming, Transactions, and Interactive Analytics 2017 CIDR 7.9024682e-05
3,043 Chi: A Scalable and Programmable Control Plane for Distributed Stream Processing Systems 2018 VLDB 7.7045781e-05
3,045 Handling Highly Contended OLTP Workloads Using Fast Dynamic Partitioning 2020 SIGMOD 7.7044181e-05
3,117 SABER: Window-Based Hybrid Stream Processing for Heterogeneous Architectures 2016 SIGMOD 7.6142606e-05
3,122 Incremental View Maintenance with Triple Lock Factorization Benefits 2018 SIGMOD 7.6091671e-05
3,138 How to Win a Hot Dog Eating Contest: Distributed Incremental View Maintenance with Batch Updates 2016 SIGMOD 7.5866991e-05
3,939 Analyzing Efficient Stream Processing on Modern Hardware 2019 VLDB 6.8967981e-05
3,993 Data Canopy: Accelerating Exploratory Statistical Analysis 2017 SIGMOD 6.8565106e-05
4,475 Consistency and Completeness: Rethinking Distributed Stream Processing in Apache Kafka 2021 SIGMOD 6.5699934e-05
4,942 LightSaber: Efficient Window Aggregation on Multi-core Processors 2020 SIGMOD 6.3309707e-05
5,080 Change Propagation Without Joins 2023 VLDB 6.2689958e-05
5,246 Babelfish: Efficient Execution of Polyglot Queries 2022 VLDB 6.1985833e-05
5,355 Supporting Our AI Overlords: Redesigning Data Systems to be Agent-First 2026 CIDR 6.1514948e-05
5,469 High-Performance Row Pattern Recognition Using Joins 2023 VLDB 6.1022571e-05
6,139 Parallel Index-based Stream Join on a Multicore CPU 2020 SIGMOD 5.8567401e-05
6,189 Helios: Hyperscale Indexing for the Cloud & Edge 2020 VLDB 5.8391363e-05
6,232 iOLAP: Managing Uncertainty for Efficient Incremental OLAP 2016 SIGMOD 5.8255726e-05
6,260 The Cosmos Big Data Platform at Microsoft: Over a Decade of Progress and a Decade to Look Forward 2021 VLDB 5.815273e-05
6,397 Maintaining Acyclic Foreign-Key Joins under Updates 2020 SIGMOD 5.7822506e-05
6,456 Grizzly: Efficient Stream Processing Through Adaptive Query Compilation 2020 SIGMOD 5.7616575e-05
6,553 A Holistic View of Stream Partitioning Costs 2017 VLDB 5.7306258e-05
6,607 AStream: Ad-hoc Shared Stream Processing 2019 SIGMOD 5.7187564e-05
6,635 Watermarks in Stream Processing Systems: Semantics and Comparative Analysis of Apache Flink and Google Cloud Dataflow 2021 VLDB 5.7098902e-05
6,809 Hazelcast Jet: Low-latency Stream Processing at the 99.99th Percentile 2021 VLDB 5.660585e-05
6,882 Computing Complex Temporal Join Queries Efficiently 2022 SIGMOD 5.6412354e-05
7,007 FASTER: An Embedded Concurrent Key-Value Store for State Management 2018 VLDB 5.6071869e-05
7,340 Ananke: A Streaming Framework for Live Forward Provenance 2021 VLDB 5.5333914e-05
7,741 Resource-efficient Shared Query Execution via Exploiting Time Slackness 2021 SIGMOD 5.4469162e-05
7,857 Quill: Efficient, Transferable, and Rich Analytics at Scale 2016 VLDB 5.4230146e-05
8,154 Thrifty Query Execution via Incrementability 2020 SIGMOD 5.3732833e-05
8,164 Concurrent Prefix Recovery: Performing CPR on a Database 2019 SIGMOD 5.3716408e-05
8,351 Continual Observation of Joins under Differential Privacy 2024 SIGMOD 5.3325743e-05
8,427 Spur: Mitigating Slow Instances in Large-Scale Streaming Pipelines 2020 SIGMOD 5.3184107e-05
8,449 Correctness in Stream Processing: Challenges and Opportunities 2022 CIDR 5.3148581e-05
8,571 Serverless State Management Systems 2024 CIDR 5.2989007e-05
8,891 Optimization of Threshold Functions over Streams 2021 VLDB 5.2423828e-05
8,893 T-ReX: Optimizing Pattern Search on Time Series 2023 SIGMOD 5.241836e-05
9,232 Dalton: Learned Partitioning for Distributed Data Streams 2023 VLDB 5.1888006e-05
9,286 Enabling Signal Processing over Data Streams 2017 SIGMOD 5.1860131e-05
9,511 Elasticutor: Rapid Elasticity for Realtime Stateful Stream Processing 2019 SIGMOD 5.1516241e-05
9,668 Shrink - Prescribing Resiliency Solutions for Streaming 2017 VLDB 5.1276742e-05
9,851 Scabbard: Single-Node Fault-Tolerant Stream Processing 2022 VLDB 5.1064323e-05
10,121 DARQ Matter Binds Everything: Performant and Composable Cloud Programming via Resilient Steps 2023 SIGMOD 5.0638787e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 16 of 16 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
12 C-Store: A Column-oriented DBMS 2005 VLDB 0.00068985264
14 MonetDB/X100: Hyper-Pipelining Query Execution 2005 CIDR 0.00063972112
26 Models and Issues in Data Stream Systems 2002 PODS 0.00051942573
30 SCOPE: Easy and Efficient Parallel Processing of Massive Data Sets 2008 VLDB 0.00050364918
43 A Comparison of Approaches to Large-Scale Data Analysis 2009 SIGMOD 0.00045453255
128 The Design of the Borealis Stream Processing Engine 2005 CIDR 0.00030317705
219 MillWheel: Fault-Tolerant Stream Processing at Internet Scale 2013 VLDB 0.0002429959
423 Massively Parallel Sort-Merge Joins in Main Memory Multi-Core Database Systems 2012 VLDB 0.00018450254
898 Consistent Streaming Through Time: A Vision for Event Stream Processing 2007 CIDR 0.00013161605
946 Enhancements to SQL Server Column Stores 2013 SIGMOD 0.00012911968
2,244 Shark: Fast Data Analysis Using Coarse-grained Distributed Memory 2012 SIGMOD 8.7648296e-05
3,174 S-Store: A Streaming NewSQL System for Big Velocity Applications 2014 VLDB 7.552969e-05
3,271 How to Fit when No One Size Fits 2013 CIDR 7.4609627e-05
5,756 Scalable Progressive Analytics on Big Data in the Cloud 2013 VLDB 5.987569e-05
7,199 REEF: Retainable Evaluator Execution Framework 2013 VLDB 5.5726702e-05
7,350 Stat! - An Interactive Analytics Environment for Big Data 2013 SIGMOD 5.5300606e-05
Previous Page 1 / 1 Next

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